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Motivation: In large-scale genetic association studies with tens of hundreds of single nucleotide polymorphisms(SNPs)genotyped,the traditional statistical framework of logistic regression using maximumlikelihood estimator(MLE)to infer the odds ratios of SNPs may notwork appropriately.